Pith Number

pith:GX2EQCVK

pith:2025:GX2EQCVKM5US33XY6FLAPGTBDW

not attested not anchored not stored refs pending

Amortized In-Context Bayesian Posterior Estimation

Guillaume Lajoie, Marcus Brubaker, Niels Leif Bracher, Priyank Jaini, Sarthak Mittal

arxiv:2502.06601 v1 · 2025-02-10 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GX2EQCVKM5US33XY6FLAPGTBDW}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Efficient Autoregressive Inference for Transformer Probabilistic Models

Receipt and verification

First computed	2026-07-05T10:12:09.253496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35f4480aaa67692deef8f156079a611da772b2c36cca03d77a2cdd6eff8cb19f

Aliases

arxiv: 2502.06601 · arxiv_version: 2502.06601v1 · doi: 10.48550/arxiv.2502.06601 · pith_short_12: GX2EQCVKM5US · pith_short_16: GX2EQCVKM5US33XY · pith_short_8: GX2EQCVK

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/GX2EQCVKM5US33XY6FLAPGTBDW \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 35f4480aaa67692deef8f156079a611da772b2c36cca03d77a2cdd6eff8cb19f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7efdc821bd39014515fd3af2563408e4760e2a11b796b23876b948cb9cec8871",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T16:00:48Z",
    "title_canon_sha256": "c21fc49783a98cfe19ecc386734cb34112087625c685c092b6200dcf3e8896aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06601",
    "kind": "arxiv",
    "version": 1
  }
}